Dataset statistics
| Number of variables | 14 |
|---|---|
| Number of observations | 2968 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 347.8 KiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 14 |
|---|
avg_basket_size is highly overall correlated with avg_ticket and 3 other fields | High correlation |
avg_recency_days is highly overall correlated with frequency | High correlation |
avg_ticket is highly overall correlated with avg_basket_size and 3 other fields | High correlation |
delta_buy_return is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
frequency is highly overall correlated with avg_recency_days | High correlation |
gross_revenue is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
items_purchased is highly overall correlated with avg_basket_size and 5 other fields | High correlation |
monetary_returns is highly overall correlated with number_returns | High correlation |
number_returns is highly overall correlated with monetary_returns | High correlation |
purchases is highly overall correlated with delta_buy_return and 4 other fields | High correlation |
recency_days is highly overall correlated with purchases | High correlation |
unique_avg_basket is highly overall correlated with unique_products_purchased | High correlation |
unique_products_purchased is highly overall correlated with delta_buy_return and 4 other fields | High correlation |
frequency is highly skewed (γ1 = 24.87687084) | Skewed |
monetary_returns is highly skewed (γ1 = 25.6851608) | Skewed |
customer_id has unique values | Unique |
recency_days has 33 (1.1%) zeros | Zeros |
number_returns has 1481 (49.9%) zeros | Zeros |
monetary_returns has 1481 (49.9%) zeros | Zeros |
Reproduction
| Analysis started | 2024-01-26 13:27:14.486485 |
|---|---|
| Analysis finished | 2024-01-26 13:27:48.616574 |
| Duration | 34.13 seconds |
| Software version | ydata-profiling vv4.6.4 |
| Download configuration | config.json |
customer_id
Real number (ℝ)
UNIQUE 
| Distinct | 2968 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15270.377 |
| Minimum | 12347 |
|---|---|
| Maximum | 18287 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 12347 |
|---|---|
| 5-th percentile | 12619.35 |
| Q1 | 13798.75 |
| median | 15220.5 |
| Q3 | 16768.5 |
| 95-th percentile | 17964.65 |
| Maximum | 18287 |
| Range | 5940 |
| Interquartile range (IQR) | 2969.75 |
Descriptive statistics
| Standard deviation | 1719.1445 |
|---|---|
| Coefficient of variation (CV) | 0.11258036 |
| Kurtosis | -1.2061782 |
| Mean | 15270.377 |
| Median Absolute Deviation (MAD) | 1489 |
| Skewness | 0.032193711 |
| Sum | 45322479 |
| Variance | 2955457.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17850 | 1 | < 0.1% |
| 12670 | 1 | < 0.1% |
| 17734 | 1 | < 0.1% |
| 14905 | 1 | < 0.1% |
| 16103 | 1 | < 0.1% |
| 14626 | 1 | < 0.1% |
| 14868 | 1 | < 0.1% |
| 18246 | 1 | < 0.1% |
| 17115 | 1 | < 0.1% |
| 16611 | 1 | < 0.1% |
| Other values (2958) | 2958 |
| Value | Count | Frequency (%) |
| 12347 | 1 | |
| 12348 | 1 | |
| 12352 | 1 | |
| 12356 | 1 | |
| 12358 | 1 | |
| 12359 | 1 | |
| 12360 | 1 | |
| 12362 | 1 | |
| 12364 | 1 | |
| 12370 | 1 |
| Value | Count | Frequency (%) |
| 18287 | 1 | |
| 18283 | 1 | |
| 18282 | 1 | |
| 18277 | 1 | |
| 18276 | 1 | |
| 18274 | 1 | |
| 18273 | 1 | |
| 18272 | 1 | |
| 18270 | 1 | |
| 18269 | 1 |
gross_revenue
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2953 |
|---|---|
| Distinct (%) | 99.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2693.4851 |
| Minimum | 6.2 |
|---|---|
| Maximum | 279138.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 229.7325 |
| Q1 | 570.845 |
| median | 1085.51 |
| Q3 | 2306.905 |
| 95-th percentile | 7169.562 |
| Maximum | 279138.02 |
| Range | 279131.82 |
| Interquartile range (IQR) | 1736.06 |
Descriptive statistics
| Standard deviation | 10135.465 |
|---|---|
| Coefficient of variation (CV) | 3.7629558 |
| Kurtosis | 397.30132 |
| Mean | 2693.4851 |
| Median Absolute Deviation (MAD) | 670.84 |
| Skewness | 17.635372 |
| Sum | 7994263.7 |
| Variance | 1.0272766 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1078.96 | 2 | 0.1% |
| 2053.02 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1353.74 | 2 | 0.1% |
| 889.93 | 2 | 0.1% |
| 745.06 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 2092.32 | 2 | 0.1% |
| 731.9 | 2 | 0.1% |
| 734.94 | 2 | 0.1% |
| Other values (2943) | 2948 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 36.56 | 1 | |
| 45 | 1 | |
| 52 | 1 | |
| 52.2 | 1 | |
| 52.2 | 1 | |
| 62.43 | 1 | |
| 68.84 | 1 |
| Value | Count | Frequency (%) |
| 279138.02 | 1 | |
| 259657.3 | 1 | |
| 194550.79 | 1 | |
| 140450.72 | 1 | |
| 124564.53 | 1 | |
| 117379.63 | 1 | |
| 91062.38 | 1 | |
| 72882.09 | 1 | |
| 66653.56 | 1 | |
| 65039.62 | 1 |
recency_days
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 272 |
|---|---|
| Distinct (%) | 9.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.309299 |
| Minimum | 0 |
|---|---|
| Maximum | 373 |
| Zeros | 33 |
| Zeros (%) | 1.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 11 |
| median | 31 |
| Q3 | 81 |
| 95-th percentile | 242 |
| Maximum | 373 |
| Range | 373 |
| Interquartile range (IQR) | 70 |
Descriptive statistics
| Standard deviation | 77.760922 |
|---|---|
| Coefficient of variation (CV) | 1.2091707 |
| Kurtosis | 2.7765172 |
| Mean | 64.309299 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 1.7980529 |
| Sum | 190870 |
| Variance | 6046.7611 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 99 | 3.3% |
| 4 | 87 | 2.9% |
| 2 | 85 | 2.9% |
| 3 | 85 | 2.9% |
| 8 | 76 | 2.6% |
| 10 | 67 | 2.3% |
| 9 | 66 | 2.2% |
| 7 | 66 | 2.2% |
| 17 | 64 | 2.2% |
| 16 | 55 | 1.9% |
| Other values (262) | 2218 |
| Value | Count | Frequency (%) |
| 0 | 33 | 1.1% |
| 1 | 99 | |
| 2 | 85 | |
| 3 | 85 | |
| 4 | 87 | |
| 5 | 43 | |
| 7 | 66 | |
| 8 | 76 | |
| 9 | 66 | |
| 10 | 67 |
| Value | Count | Frequency (%) |
| 373 | 2 | |
| 372 | 4 | |
| 371 | 1 | < 0.1% |
| 368 | 1 | < 0.1% |
| 366 | 4 | |
| 365 | 2 | |
| 364 | 1 | < 0.1% |
| 360 | 1 | < 0.1% |
| 359 | 1 | < 0.1% |
| 358 | 4 |
purchases
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 56 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.7243935 |
| Minimum | 1 |
|---|---|
| Maximum | 206 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 17 |
| Maximum | 206 |
| Range | 205 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 8.8577599 |
|---|---|
| Coefficient of variation (CV) | 1.5473709 |
| Kurtosis | 190.78624 |
| Mean | 5.7243935 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 10.765555 |
| Sum | 16990 |
| Variance | 78.45991 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 784 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 1 | 190 | 6.4% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Other values (46) | 332 |
| Value | Count | Frequency (%) |
| 1 | 190 | 6.4% |
| 2 | 784 | |
| 3 | 499 | |
| 4 | 393 | |
| 5 | 237 | 8.0% |
| 6 | 173 | 5.8% |
| 7 | 138 | 4.6% |
| 8 | 98 | 3.3% |
| 9 | 69 | 2.3% |
| 10 | 55 | 1.9% |
| Value | Count | Frequency (%) |
| 206 | 1 | |
| 199 | 1 | |
| 124 | 1 | |
| 97 | 1 | |
| 91 | 2 | |
| 86 | 1 | |
| 72 | 1 | |
| 62 | 2 | |
| 60 | 1 | |
| 57 | 1 |
unique_products_purchased
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 468 |
|---|---|
| Distinct (%) | 15.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 122.76449 |
| Minimum | 1 |
|---|---|
| Maximum | 7838 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 9 |
| Q1 | 29 |
| median | 67 |
| Q3 | 135 |
| 95-th percentile | 382 |
| Maximum | 7838 |
| Range | 7837 |
| Interquartile range (IQR) | 106 |
Descriptive statistics
| Standard deviation | 269.93294 |
|---|---|
| Coefficient of variation (CV) | 2.1987868 |
| Kurtosis | 354.77884 |
| Mean | 122.76449 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 15.706135 |
| Sum | 364365 |
| Variance | 72863.79 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 43 | 1.4% |
| 20 | 37 | 1.2% |
| 35 | 35 | 1.2% |
| 29 | 35 | 1.2% |
| 19 | 34 | 1.1% |
| 15 | 33 | 1.1% |
| 11 | 32 | 1.1% |
| 26 | 31 | 1.0% |
| 27 | 30 | 1.0% |
| 25 | 30 | 1.0% |
| Other values (458) | 2628 |
| Value | Count | Frequency (%) |
| 1 | 6 | 0.2% |
| 2 | 14 | |
| 3 | 15 | |
| 4 | 17 | |
| 5 | 26 | |
| 6 | 29 | |
| 7 | 18 | |
| 8 | 19 | |
| 9 | 26 | |
| 10 | 28 |
| Value | Count | Frequency (%) |
| 7838 | 1 | |
| 5673 | 1 | |
| 5095 | 1 | |
| 4580 | 1 | |
| 2698 | 1 | |
| 2379 | 1 | |
| 2060 | 1 | |
| 1818 | 1 | |
| 1673 | 1 | |
| 1637 | 1 |
items_purchased
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1670 |
|---|---|
| Distinct (%) | 56.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1582.1044 |
| Minimum | 1 |
|---|---|
| Maximum | 196844 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 102.35 |
| Q1 | 296 |
| median | 640 |
| Q3 | 1399.5 |
| 95-th percentile | 4403.25 |
| Maximum | 196844 |
| Range | 196843 |
| Interquartile range (IQR) | 1103.5 |
Descriptive statistics
| Standard deviation | 5705.2914 |
|---|---|
| Coefficient of variation (CV) | 3.6061408 |
| Kurtosis | 516.7418 |
| Mean | 1582.1044 |
| Median Absolute Deviation (MAD) | 421 |
| Skewness | 18.737654 |
| Sum | 4695686 |
| Variance | 32550350 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 310 | 11 | 0.4% |
| 150 | 9 | 0.3% |
| 88 | 9 | 0.3% |
| 246 | 8 | 0.3% |
| 272 | 8 | 0.3% |
| 84 | 8 | 0.3% |
| 260 | 8 | 0.3% |
| 288 | 8 | 0.3% |
| 1200 | 7 | 0.2% |
| 516 | 7 | 0.2% |
| Other values (1660) | 2885 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 2 | |
| 12 | 2 | |
| 16 | 1 | |
| 17 | 1 | |
| 18 | 1 | |
| 19 | 1 | |
| 20 | 1 | |
| 23 | 1 | |
| 25 | 1 |
| Value | Count | Frequency (%) |
| 196844 | 1 | |
| 80263 | 1 | |
| 77373 | 1 | |
| 69993 | 1 | |
| 64549 | 1 | |
| 64124 | 1 | |
| 63312 | 1 | |
| 58343 | 1 | |
| 57885 | 1 | |
| 50255 | 1 |
avg_ticket
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2956 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 393.16954 |
| Minimum | 6.2 |
|---|---|
| Maximum | 14844.767 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 6.2 |
|---|---|
| 5-th percentile | 106.68475 |
| Q1 | 195.24339 |
| median | 305.444 |
| Q3 | 442.63 |
| 95-th percentile | 919.0825 |
| Maximum | 14844.767 |
| Range | 14838.567 |
| Interquartile range (IQR) | 247.38661 |
Descriptive statistics
| Standard deviation | 489.2179 |
|---|---|
| Coefficient of variation (CV) | 1.2442925 |
| Kurtosis | 310.35682 |
| Mean | 393.16954 |
| Median Absolute Deviation (MAD) | 117.18067 |
| Skewness | 13.261822 |
| Sum | 1166927.2 |
| Variance | 239334.16 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 339.72 | 2 | 0.1% |
| 512.72 | 2 | 0.1% |
| 200.95 | 2 | 0.1% |
| 189.825 | 2 | 0.1% |
| 186.265 | 2 | 0.1% |
| 394.5 | 2 | 0.1% |
| 230.74 | 2 | 0.1% |
| 145.525 | 2 | 0.1% |
| 110.3333333 | 2 | 0.1% |
| 162.6075 | 2 | 0.1% |
| Other values (2946) | 2948 |
| Value | Count | Frequency (%) |
| 6.2 | 1 | |
| 9.14 | 1 | |
| 11.67 | 1 | |
| 13.3 | 1 | |
| 15 | 1 | |
| 20.81 | 1 | |
| 26 | 1 | |
| 26.1 | 1 | |
| 28.21666667 | 1 | |
| 28.73142857 | 1 |
| Value | Count | Frequency (%) |
| 14844.76667 | 1 | |
| 9341.26 | 1 | |
| 6228.2265 | 1 | |
| 4327.621667 | 1 | |
| 4279.71 | 1 | |
| 4229.365 | 1 | |
| 3914.945 | 1 | |
| 3883.985385 | 1 | |
| 3876.916944 | 1 | |
| 3690.89 | 1 |
avg_recency_days
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1258 |
|---|---|
| Distinct (%) | 42.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 67.302133 |
| Minimum | 1 |
|---|---|
| Maximum | 366 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 25.917308 |
| median | 48.267857 |
| Q3 | 85.333333 |
| 95-th percentile | 200.65 |
| Maximum | 366 |
| Range | 365 |
| Interquartile range (IQR) | 59.416026 |
Descriptive statistics
| Standard deviation | 63.505358 |
|---|---|
| Coefficient of variation (CV) | 0.94358612 |
| Kurtosis | 4.9080488 |
| Mean | 67.302133 |
| Median Absolute Deviation (MAD) | 26.267857 |
| Skewness | 2.066084 |
| Sum | 199752.73 |
| Variance | 4032.9306 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 25 | 0.8% |
| 4 | 22 | 0.7% |
| 70 | 21 | 0.7% |
| 7 | 20 | 0.7% |
| 35 | 19 | 0.6% |
| 49 | 18 | 0.6% |
| 11 | 17 | 0.6% |
| 46 | 17 | 0.6% |
| 21 | 17 | 0.6% |
| 28 | 16 | 0.5% |
| Other values (1248) | 2776 |
| Value | Count | Frequency (%) |
| 1 | 16 | |
| 1.5 | 1 | < 0.1% |
| 2 | 13 | |
| 2.5 | 1 | < 0.1% |
| 2.601398601 | 1 | < 0.1% |
| 3 | 15 | |
| 3.321428571 | 1 | < 0.1% |
| 3.330357143 | 1 | < 0.1% |
| 3.5 | 2 | 0.1% |
| 4 | 22 |
| Value | Count | Frequency (%) |
| 366 | 1 | < 0.1% |
| 365 | 1 | < 0.1% |
| 363 | 1 | < 0.1% |
| 362 | 1 | < 0.1% |
| 357 | 2 | |
| 356 | 1 | < 0.1% |
| 355 | 2 | |
| 352 | 1 | < 0.1% |
| 351 | 2 | |
| 350 | 3 |
frequency
Real number (ℝ)
HIGH CORRELATION  SKEWED 
| Distinct | 1225 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.11383237 |
| Minimum | 0.0054495913 |
|---|---|
| Maximum | 17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0.0054495913 |
|---|---|
| 5-th percentile | 0.0088935048 |
| Q1 | 0.016339869 |
| median | 0.025898352 |
| Q3 | 0.049478583 |
| 95-th percentile | 1 |
| Maximum | 17 |
| Range | 16.99455 |
| Interquartile range (IQR) | 0.033138713 |
Descriptive statistics
| Standard deviation | 0.40822056 |
|---|---|
| Coefficient of variation (CV) | 3.5861552 |
| Kurtosis | 989.06632 |
| Mean | 0.11383237 |
| Median Absolute Deviation (MAD) | 0.012196886 |
| Skewness | 24.876871 |
| Sum | 337.85449 |
| Variance | 0.16664402 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 198 | 6.7% |
| 0.0625 | 18 | 0.6% |
| 0.02777777778 | 17 | 0.6% |
| 0.02380952381 | 16 | 0.5% |
| 0.09090909091 | 15 | 0.5% |
| 0.08333333333 | 15 | 0.5% |
| 0.03448275862 | 14 | 0.5% |
| 0.02941176471 | 14 | 0.5% |
| 0.03571428571 | 13 | 0.4% |
| 0.07692307692 | 13 | 0.4% |
| Other values (1215) | 2635 |
| Value | Count | Frequency (%) |
| 0.005449591281 | 1 | < 0.1% |
| 0.005464480874 | 1 | < 0.1% |
| 0.005479452055 | 1 | < 0.1% |
| 0.005494505495 | 1 | < 0.1% |
| 0.005586592179 | 2 | |
| 0.005602240896 | 1 | < 0.1% |
| 0.005617977528 | 2 | |
| 0.00566572238 | 1 | < 0.1% |
| 0.005681818182 | 2 | |
| 0.005698005698 | 3 |
| Value | Count | Frequency (%) |
| 17 | 1 | < 0.1% |
| 3 | 1 | < 0.1% |
| 2 | 6 | 0.2% |
| 1.142857143 | 1 | < 0.1% |
| 1 | 198 | |
| 0.75 | 1 | < 0.1% |
| 0.6666666667 | 3 | 0.1% |
| 0.550802139 | 1 | < 0.1% |
| 0.5335120643 | 1 | < 0.1% |
| 0.5 | 3 | 0.1% |
number_returns
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.1229784 |
| Minimum | 0 |
|---|---|
| Maximum | 45 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 1 |
| 95-th percentile | 4 |
| Maximum | 45 |
| Range | 45 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 2.2974109 |
|---|---|
| Coefficient of variation (CV) | 2.0458192 |
| Kurtosis | 114.43709 |
| Mean | 1.1229784 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 8.0232009 |
| Sum | 3333 |
| Variance | 5.2780967 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 832 | |
| 2 | 289 | 9.7% |
| 3 | 140 | 4.7% |
| 4 | 92 | 3.1% |
| 5 | 37 | 1.2% |
| 6 | 32 | 1.1% |
| 7 | 21 | 0.7% |
| 9 | 8 | 0.3% |
| 11 | 5 | 0.2% |
| Other values (13) | 31 | 1.0% |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 1 | 832 | |
| 2 | 289 | 9.7% |
| 3 | 140 | 4.7% |
| 4 | 92 | 3.1% |
| 5 | 37 | 1.2% |
| 6 | 32 | 1.1% |
| 7 | 21 | 0.7% |
| 8 | 5 | 0.2% |
| 9 | 8 | 0.3% |
| Value | Count | Frequency (%) |
| 45 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 27 | 1 | < 0.1% |
| 21 | 1 | < 0.1% |
| 18 | 2 | 0.1% |
| 17 | 1 | < 0.1% |
| 15 | 2 | 0.1% |
| 14 | 1 | < 0.1% |
| 13 | 5 |
monetary_returns
Real number (ℝ)
HIGH CORRELATION  SKEWED  ZEROS 
| Distinct | 1076 |
|---|---|
| Distinct (%) | 36.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 75.704252 |
| Minimum | 0 |
|---|---|
| Maximum | 22998.4 |
| Zeros | 1481 |
| Zeros (%) | 49.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0.8 |
| Q3 | 30 |
| 95-th percentile | 226.875 |
| Maximum | 22998.4 |
| Range | 22998.4 |
| Interquartile range (IQR) | 30 |
Descriptive statistics
| Standard deviation | 605.35101 |
|---|---|
| Coefficient of variation (CV) | 7.9962617 |
| Kurtosis | 833.77391 |
| Mean | 75.704252 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 25.685161 |
| Sum | 224690.22 |
| Variance | 366449.85 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 4.95 | 19 | 0.6% |
| 9.95 | 17 | 0.6% |
| 12.75 | 17 | 0.6% |
| 15 | 16 | 0.5% |
| 5.9 | 12 | 0.4% |
| 25.5 | 10 | 0.3% |
| 4.25 | 10 | 0.3% |
| 3.75 | 9 | 0.3% |
| 19.9 | 8 | 0.3% |
| Other values (1066) | 1369 |
| Value | Count | Frequency (%) |
| 0 | 1481 | |
| 0.42 | 2 | 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.95 | 1 | < 0.1% |
| 1.25 | 4 | 0.1% |
| 1.45 | 4 | 0.1% |
| 1.64 | 1 | < 0.1% |
| 1.65 | 5 | 0.2% |
| 1.7 | 2 | 0.1% |
| 1.79 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 22998.4 | 1 | |
| 14688.24 | 1 | |
| 8511.15 | 1 | |
| 7443.59 | 1 | |
| 5228.4 | 1 | |
| 4815.26 | 1 | |
| 4814.74 | 1 | |
| 4486.24 | 1 | |
| 4429 | 1 | |
| 3677.15 | 1 |
avg_basket_size
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1978 |
|---|---|
| Distinct (%) | 66.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 236.25289 |
| Minimum | 1 |
|---|---|
| Maximum | 6009.3333 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 103.2375 |
| median | 172.29167 |
| Q3 | 281.54808 |
| 95-th percentile | 599.58 |
| Maximum | 6009.3333 |
| Range | 6008.3333 |
| Interquartile range (IQR) | 178.31058 |
Descriptive statistics
| Standard deviation | 283.8932 |
|---|---|
| Coefficient of variation (CV) | 1.2016496 |
| Kurtosis | 102.78169 |
| Mean | 236.25289 |
| Median Absolute Deviation (MAD) | 83.041667 |
| Skewness | 7.7018777 |
| Sum | 701198.57 |
| Variance | 80595.347 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 11 | 0.4% |
| 114 | 10 | 0.3% |
| 82 | 9 | 0.3% |
| 86 | 9 | 0.3% |
| 73 | 9 | 0.3% |
| 136 | 8 | 0.3% |
| 75 | 8 | 0.3% |
| 60 | 8 | 0.3% |
| 88 | 8 | 0.3% |
| 130 | 7 | 0.2% |
| Other values (1968) | 2881 |
| Value | Count | Frequency (%) |
| 1 | 2 | |
| 2 | 1 | |
| 3.333333333 | 1 | |
| 5.333333333 | 1 | |
| 5.666666667 | 1 | |
| 6.142857143 | 1 | |
| 7.5 | 1 | |
| 9 | 1 | |
| 9.5 | 1 | |
| 11 | 1 |
| Value | Count | Frequency (%) |
| 6009.333333 | 1 | |
| 4282 | 1 | |
| 3906 | 1 | |
| 3868.65 | 1 | |
| 2880 | 1 | |
| 2801 | 1 | |
| 2733.944444 | 1 | |
| 2518.769231 | 1 | |
| 2160.333333 | 1 | |
| 2082.225806 | 1 |
unique_avg_basket
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 1005 |
|---|---|
| Distinct (%) | 33.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.161667 |
| Minimum | 1 |
|---|---|
| Maximum | 299.70588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 3.4021531 |
| Q1 | 10 |
| median | 17.2 |
| Q3 | 27.75 |
| 95-th percentile | 56.9475 |
| Maximum | 299.70588 |
| Range | 298.70588 |
| Interquartile range (IQR) | 17.75 |
Descriptive statistics
| Standard deviation | 19.511925 |
|---|---|
| Coefficient of variation (CV) | 0.88043576 |
| Kurtosis | 27.710745 |
| Mean | 22.161667 |
| Median Absolute Deviation (MAD) | 8.2 |
| Skewness | 3.5001795 |
| Sum | 65775.829 |
| Variance | 380.7152 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 13 | 53 | 1.8% |
| 14 | 39 | 1.3% |
| 11 | 38 | 1.3% |
| 20 | 33 | 1.1% |
| 9 | 33 | 1.1% |
| 1 | 32 | 1.1% |
| 17 | 31 | 1.0% |
| 18 | 30 | 1.0% |
| 10 | 30 | 1.0% |
| 5 | 29 | 1.0% |
| Other values (995) | 2620 |
| Value | Count | Frequency (%) |
| 1 | 32 | |
| 1.2 | 1 | < 0.1% |
| 1.25 | 1 | < 0.1% |
| 1.333333333 | 2 | 0.1% |
| 1.5 | 7 | 0.2% |
| 1.568181818 | 1 | < 0.1% |
| 1.571428571 | 1 | < 0.1% |
| 1.666666667 | 4 | 0.1% |
| 1.833333333 | 1 | < 0.1% |
| 2 | 24 |
| Value | Count | Frequency (%) |
| 299.7058824 | 1 | |
| 259 | 1 | |
| 203.5 | 1 | |
| 148 | 1 | |
| 145 | 1 | |
| 136.125 | 1 | |
| 135.5 | 1 | |
| 127 | 1 | |
| 122 | 1 | |
| 118 | 1 |
delta_buy_return
Real number (ℝ)
HIGH CORRELATION 
| Distinct | 2951 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2617.7808 |
| Minimum | -796.86 |
|---|---|
| Maximum | 278778.02 |
| Zeros | 8 |
| Zeros (%) | 0.3% |
| Negative | 3 |
| Negative (%) | 0.1% |
| Memory size | 46.4 KiB |
Quantile statistics
| Minimum | -796.86 |
|---|---|
| 5-th percentile | 213.114 |
| Q1 | 552.3125 |
| median | 1055.04 |
| Q3 | 2265.4025 |
| 95-th percentile | 7018.2475 |
| Maximum | 278778.02 |
| Range | 279574.88 |
| Interquartile range (IQR) | 1713.09 |
Descriptive statistics
| Standard deviation | 9929.1953 |
|---|---|
| Coefficient of variation (CV) | 3.7929819 |
| Kurtosis | 421.91006 |
| Mean | 2617.7808 |
| Median Absolute Deviation (MAD) | 656.295 |
| Skewness | 18.201513 |
| Sum | 7769573.4 |
| Variance | 98588918 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 8 | 0.3% |
| 598.2 | 2 | 0.1% |
| 589.15 | 2 | 0.1% |
| 599.9 | 2 | 0.1% |
| 306.55 | 2 | 0.1% |
| 379.65 | 2 | 0.1% |
| 178.96 | 2 | 0.1% |
| 331 | 2 | 0.1% |
| 1078.96 | 2 | 0.1% |
| 2083.42 | 2 | 0.1% |
| Other values (2941) | 2942 |
| Value | Count | Frequency (%) |
| -796.86 | 1 | < 0.1% |
| -141.48 | 1 | < 0.1% |
| -95.93 | 1 | < 0.1% |
| 0 | 8 | |
| 5.684341886 × 10-14 | 1 | < 0.1% |
| 4.547473509 × 10-13 | 1 | < 0.1% |
| 12.24 | 1 | < 0.1% |
| 15 | 1 | < 0.1% |
| 36.56 | 1 | < 0.1% |
| 40.95 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 278778.02 | 1 | |
| 259657.3 | 1 | |
| 189735.53 | 1 | |
| 133007.13 | 1 | |
| 123638.18 | 1 | |
| 114505.32 | 1 | |
| 88138.2 | 1 | |
| 65920.12 | 1 | |
| 62924.1 | 1 | |
| 59419.34 | 1 |
| avg_basket_size | avg_recency_days | avg_ticket | customer_id | delta_buy_return | frequency | gross_revenue | items_purchased | monetary_returns | number_returns | purchases | recency_days | unique_avg_basket | unique_products_purchased | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| avg_basket_size | 1.000 | -0.078 | 0.824 | -0.123 | 0.570 | 0.028 | 0.574 | 0.729 | 0.179 | 0.178 | 0.101 | -0.097 | 0.449 | 0.384 |
| avg_recency_days | -0.078 | 1.000 | -0.114 | 0.019 | -0.237 | -0.881 | -0.249 | -0.228 | -0.399 | -0.422 | -0.258 | 0.109 | 0.049 | -0.165 |
| avg_ticket | 0.824 | -0.114 | 1.000 | -0.142 | 0.665 | 0.057 | 0.674 | 0.621 | 0.257 | 0.244 | 0.107 | -0.073 | 0.427 | 0.376 |
| customer_id | -0.123 | 0.019 | -0.142 | 1.000 | -0.072 | -0.002 | -0.077 | -0.071 | -0.056 | -0.049 | 0.026 | 0.001 | -0.007 | 0.013 |
| delta_buy_return | 0.570 | -0.237 | 0.665 | -0.072 | 1.000 | 0.082 | 0.994 | 0.923 | 0.330 | 0.363 | 0.774 | -0.419 | 0.298 | 0.751 |
| frequency | 0.028 | -0.881 | 0.057 | -0.002 | 0.082 | 1.000 | 0.091 | 0.081 | 0.240 | 0.236 | 0.078 | 0.017 | -0.073 | 0.035 |
| gross_revenue | 0.574 | -0.249 | 0.674 | -0.077 | 0.994 | 0.091 | 1.000 | 0.925 | 0.371 | 0.391 | 0.772 | -0.414 | 0.292 | 0.746 |
| items_purchased | 0.729 | -0.228 | 0.621 | -0.071 | 0.923 | 0.081 | 0.925 | 1.000 | 0.325 | 0.350 | 0.718 | -0.407 | 0.322 | 0.732 |
| monetary_returns | 0.179 | -0.399 | 0.257 | -0.056 | 0.330 | 0.240 | 0.371 | 0.325 | 1.000 | 0.943 | 0.296 | -0.118 | 0.018 | 0.244 |
| number_returns | 0.178 | -0.422 | 0.244 | -0.049 | 0.363 | 0.236 | 0.391 | 0.350 | 0.943 | 1.000 | 0.338 | -0.143 | 0.031 | 0.279 |
| purchases | 0.101 | -0.258 | 0.107 | 0.026 | 0.774 | 0.078 | 0.772 | 0.718 | 0.296 | 0.338 | 1.000 | -0.503 | 0.025 | 0.690 |
| recency_days | -0.097 | 0.109 | -0.073 | 0.001 | -0.419 | 0.017 | -0.414 | -0.407 | -0.118 | -0.143 | -0.503 | 1.000 | -0.108 | -0.436 |
| unique_avg_basket | 0.449 | 0.049 | 0.427 | -0.007 | 0.298 | -0.073 | 0.292 | 0.322 | 0.018 | 0.031 | 0.025 | -0.108 | 1.000 | 0.699 |
| unique_products_purchased | 0.384 | -0.165 | 0.376 | 0.013 | 0.751 | 0.035 | 0.746 | 0.732 | 0.244 | 0.279 | 0.690 | -0.436 | 0.699 | 1.000 |
| customer_id | gross_revenue | recency_days | purchases | unique_products_purchased | items_purchased | avg_ticket | avg_recency_days | frequency | number_returns | monetary_returns | avg_basket_size | unique_avg_basket | delta_buy_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 17850 | 5391.21 | 372.0 | 34.0 | 297.0 | 1733.0 | 158.565000 | 35.500000 | 17.000000 | 1.0 | 102.58 | 50.970588 | 8.735294 | 5288.63 |
| 1 | 13047 | 3232.59 | 56.0 | 9.0 | 171.0 | 1390.0 | 359.176667 | 27.250000 | 0.028302 | 7.0 | 143.49 | 154.444444 | 19.000000 | 3089.10 |
| 2 | 12583 | 6705.38 | 2.0 | 15.0 | 232.0 | 5028.0 | 447.025333 | 23.187500 | 0.040323 | 2.0 | 76.04 | 335.200000 | 15.466667 | 6629.34 |
| 3 | 13748 | 948.25 | 95.0 | 5.0 | 28.0 | 439.0 | 189.650000 | 92.666667 | 0.017921 | 0.0 | 0.00 | 87.800000 | 5.600000 | 948.25 |
| 4 | 15100 | 876.00 | 333.0 | 3.0 | 3.0 | 80.0 | 292.000000 | 8.600000 | 0.073171 | 3.0 | 240.90 | 26.666667 | 1.000000 | 635.10 |
| 5 | 15291 | 4623.30 | 25.0 | 14.0 | 102.0 | 2102.0 | 330.235714 | 23.200000 | 0.040115 | 5.0 | 71.79 | 150.142857 | 7.285714 | 4551.51 |
| 6 | 14688 | 5630.87 | 7.0 | 21.0 | 327.0 | 3621.0 | 268.136667 | 18.300000 | 0.057221 | 6.0 | 523.49 | 172.428571 | 15.571429 | 5107.38 |
| 7 | 17809 | 5411.91 | 16.0 | 12.0 | 61.0 | 2057.0 | 450.992500 | 35.700000 | 0.033520 | 2.0 | 67.06 | 171.416667 | 5.083333 | 5344.85 |
| 8 | 15311 | 60767.90 | 0.0 | 91.0 | 2379.0 | 38194.0 | 667.779121 | 4.144444 | 0.243316 | 27.0 | 1348.56 | 419.714286 | 26.142857 | 59419.34 |
| 9 | 16098 | 2005.63 | 87.0 | 7.0 | 67.0 | 613.0 | 286.518571 | 47.666667 | 0.024390 | 0.0 | 0.00 | 87.571429 | 9.571429 | 2005.63 |
| customer_id | gross_revenue | recency_days | purchases | unique_products_purchased | items_purchased | avg_ticket | avg_recency_days | frequency | number_returns | monetary_returns | avg_basket_size | unique_avg_basket | delta_buy_return | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5627 | 17727 | 1060.25 | 15.0 | 1.0 | 66.0 | 645.0 | 1060.250000 | 6.0 | 1.000000 | 1.0 | 17.70 | 645.000000 | 66.0 | 1042.55 |
| 5637 | 17232 | 421.52 | 2.0 | 2.0 | 36.0 | 203.0 | 210.760000 | 12.0 | 0.153846 | 0.0 | 0.00 | 101.500000 | 18.0 | 421.52 |
| 5638 | 17468 | 137.00 | 10.0 | 2.0 | 5.0 | 116.0 | 68.500000 | 4.0 | 0.400000 | 0.0 | 0.00 | 58.000000 | 2.5 | 137.00 |
| 5649 | 13596 | 697.04 | 5.0 | 2.0 | 166.0 | 406.0 | 348.520000 | 7.0 | 0.250000 | 0.0 | 0.00 | 203.000000 | 83.0 | 697.04 |
| 5655 | 14893 | 1237.85 | 9.0 | 2.0 | 73.0 | 799.0 | 618.925000 | 2.0 | 0.666667 | 0.0 | 0.00 | 399.500000 | 36.5 | 1237.85 |
| 5659 | 12479 | 473.20 | 11.0 | 1.0 | 30.0 | 382.0 | 473.200000 | 4.0 | 1.000000 | 2.0 | 49.90 | 382.000000 | 30.0 | 423.30 |
| 5680 | 14126 | 706.13 | 7.0 | 3.0 | 15.0 | 508.0 | 235.376667 | 3.0 | 0.750000 | 1.0 | 62.50 | 169.333333 | 5.0 | 643.63 |
| 5686 | 13521 | 1092.39 | 1.0 | 3.0 | 435.0 | 733.0 | 364.130000 | 4.5 | 0.300000 | 0.0 | 0.00 | 244.333333 | 145.0 | 1092.39 |
| 5696 | 15060 | 301.84 | 8.0 | 4.0 | 120.0 | 262.0 | 75.460000 | 1.0 | 2.000000 | 0.0 | 0.00 | 65.500000 | 30.0 | 301.84 |
| 5715 | 12558 | 269.96 | 7.0 | 1.0 | 11.0 | 196.0 | 269.960000 | 6.0 | 1.000000 | 1.0 | 269.96 | 196.000000 | 11.0 | 0.00 |